{ "query": { "use_case": "choose projects for RAG Ecosystem", "deployment": "cloudflare", "category": "rag_framework" }, "recommendations": [ { "project_id": "oceanbase/seekdb", "repo": "oceanbase/seekdb", "name": "seekdb", "github_url": "https://github.com/oceanbase/seekdb", "homepage_url": "https://seekdb.ai", "language": "C++", "license": "Apache-2.0", "project_kind": "project", "category": [ "rag_framework" ], "tags": [ "ai-agents", "copy-on-write", "embedded-database", "full-text-search", "hnsw", "hybrid-search", "langchain", "llamaindex", "mysql", "oceanbase", "python", "rag", "sql", "vector-databases" ], "description": "The AI-Native Search Database. Best for agent storage, it unifies vector, text, structured, and semi-structured data into a single engine. This all-in-one database makes agents smarter, easier to run, and more stable.", "overview": "Use oceanbase/seekdb when the user needs a rag framework project with docker, cloudflare, serverless deployment options.", "alternatives": [ { "repo": "langchain-ai/langgraph", "reason": "Same rag framework intent with rag overlap." }, { "repo": "mem0ai/mem0", "reason": "Same rag framework intent with rag overlap." }, { "repo": "bytedance/deer-flow", "reason": "Same rag framework intent with rag overlap." } ], "related": [], "dependencies": [ "Cloudflare Workers", "Vector database", "LLM provider" ], "deployments": [ "docker", "cloudflare", "serverless", "library_only", "local" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "build RAG applications", "connect private data to LLMs", "index documents for retrieval" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: python." ] } }, "quality_signals": { "stars": 3058, "recent_commits": 57, "contributors": 35, "issue_response_time_hours": null, "release_frequency_180d": 3 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 25, "agent_score": 75, "score": 33, "agent_score_breakdown": { "documentation": 90, "maintenance": 39, "deployment": 100, "popularity": 70, "community": 80 }, "git_top_score": 85, "git_top_score_breakdown": { "community": 100, "maintenance": 52, "documentation": 84, "stability": 84, "adoption": 100, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-25T05:01:03.651Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use oceanbase/seekdb when the user needs a rag framework project with docker, cloudflare, serverless deployment options.", "purpose": "Use oceanbase/seekdb when the user needs a rag framework project with docker, cloudflare, serverless deployment options.", "install": "Deploy on Cloudflare Workers using the repository's deployment instructions.", "inputs": [ "documents", "queries", "embedding store" ], "outputs": [ "retrieval results", "grounded answers", "indexes" ], "good_for": [ "build RAG applications", "connect private data to LLMs", "index documents for retrieval", "retrieval augmented generation", "document search", "knowledge grounding" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "simple prompt apps", "tasks without external knowledge" ], "deployment": [ "docker", "cloudflare", "serverless", "library_only", "local" ], "alternatives": [ { "repo": "langchain-ai/langgraph", "reason": "Same rag framework intent with rag overlap." }, { "repo": "mem0ai/mem0", "reason": "Same rag framework intent with rag overlap." }, { "repo": "bytedance/deer-flow", "reason": "Same rag framework intent with rag overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: python." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-25T05:01:03.651Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Maintenance signal is weak; inspect recent commits, releases, and issues.", "users expecting a complete hosted product" ], "recommendation_reasons": [ "Use oceanbase/seekdb when the user needs a rag framework project with docker, cloudflare, serverless deployment options.", "Use-case match is 40/100 for \"choose projects for RAG Ecosystem\".", "It matches the requested cloudflare deployment target.", "It is classified as rag_framework.", "Ranking signals: community 25/100, maintenance 39/100." ], "ranking_signals": { "use_case_match": 40, "community": 25, "maintenance": 39, "readiness": 60, "license_fit": 0 }, "matched_constraints": { "deployment": "cloudflare", "category": "rag_framework" }, "unmatched_constraints": {}, "confidence_reason": "Low confidence because the recommendation score is 33/100, use-case match is 40/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-25T05:01:03.651Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Maintenance signal is weak; inspect recent commits, releases, and issues.", "users expecting a complete hosted product" ], "confidence_reason": "Low confidence because the recommendation score is 33/100, use-case match is 40/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "last_verified_at": "2026-09-25T05:01:03.651Z", "reason": "Use oceanbase/seekdb when the user needs a rag framework project with docker, cloudflare, serverless deployment options. Use-case match is 40/100 for \"choose projects for RAG Ecosystem\". It matches the requested cloudflare deployment target. It is classified as rag_framework. Ranking signals: community 25/100, maintenance 39/100.", "reasons": [ "Use oceanbase/seekdb when the user needs a rag framework project with docker, cloudflare, serverless deployment options.", "Use-case match is 40/100 for \"choose projects for RAG Ecosystem\".", "It matches the requested cloudflare deployment target.", "It is classified as rag_framework.", "Ranking signals: community 25/100, maintenance 39/100." ], "decision_summary": "oceanbase/seekdb is an exploration candidate for \"choose projects for RAG Ecosystem\": recommendation score 33/100 with matched constraints, but quality and maturity signals need review.", "fit_profile": { "primary_fit": "Partial use-case overlap for \"choose projects for RAG Ecosystem\"; validate the target workflow.", "deployment_fit": "Matches requested cloudflare deployment.", "maturity": "Early or uneven maturity signal; review maintenance history before adoption.", "agent_readiness": "Agent-readable summary and use cases are available." }, "adoption_plan": [ "Open /projects/oceanbase/seekdb to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/oceanbase/seekdb for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (deployment, category) as the initial acceptance checklist.", "Prototype the cloudflare deployment path before committing to a migration.", "Compare against /alternatives/oceanbase/seekdb before final selection." ], "risk_flags": [ "Low recommendation confidence; use as a discovery lead, not a final choice.", "Maintenance signal is weak; inspect recent commits, releases, and issues." ], "tradeoffs": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "next_actions": [ { "label": "Open project knowledge", "href": "/projects/oceanbase/seekdb", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/oceanbase/seekdb", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/oceanbase/seekdb", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/oceanbase/seekdb", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/oceanbase/seekdb", "kind": "compare" } ], "matched_constraints": { "deployment": "cloudflare", "category": "rag_framework" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 40, "community": 25, "maintenance": 39, "readiness": 60, "license_fit": 0 }, "confidence": "low", "project": { "id": "oceanbase/seekdb", "owner": "oceanbase", "name": "seekdb", "full_name": "oceanbase/seekdb", "github_url": "https://github.com/oceanbase/seekdb", "homepage_url": "https://seekdb.ai", "description": "The AI-Native Search Database. Best for agent storage, it unifies vector, text, structured, and semi-structured data into a single engine. This all-in-one database makes agents smarter, easier to run, and more stable.", "language": "C++", "topics": [ "ai-agents", "copy-on-write", "embedded-database", "full-text-search", "hnsw", "hybrid-search", "langchain", "llamaindex", "mysql", "oceanbase", "python", "rag", "sql", "vector-databases" ], "license": "Apache-2.0", "stars": 3058, "forks": 358, "open_issues": 374, "default_branch": "master", "created_at": "2025-10-21T11:31:11Z", "updated_at": "2026-09-24T21:58:27Z", "pushed_at": "2026-09-25T03:39:47Z", "synced_at": "2026-09-25T05:01:03.651Z" }, "agent_card": { "project_id": "oceanbase/seekdb", "project_kind": "project", "category": "rag_framework", "difficulty": "beginner", "deployment": [ "docker", "cloudflare", "serverless", "library_only", "local" ], "cloudflare_ready": false, "use_cases": [ "build RAG applications", "connect private data to LLMs", "index documents for retrieval" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "langchain-ai/langgraph", "reason": "Same rag framework intent with rag overlap." }, { "project_id": "mem0ai/mem0", "reason": "Same rag framework intent with rag overlap." }, { "project_id": "bytedance/deer-flow", "reason": "Same rag framework intent with rag overlap." } ], "summary_for_agent": "Use oceanbase/seekdb when the user needs a rag framework project with docker, cloudflare, serverless deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"pip install\" in repository content.", "Matched \"library\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: python." ] } }, "schema_version": "v1", "generated_at": "2026-09-25T05:01:03.651Z" }, "metrics": { "project_id": "oceanbase/seekdb", "stars_30d_delta": 184, "commits_30d": 57, "releases_180d": 3, "contributors_90d": 35, "issue_first_response_median_hours": null, "recent_push_days": 0, "git_score": 25, "maintenance_score": 39, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-25T05:01:03.651Z" } }, { "project_id": "supermemoryai/smfs", "repo": "supermemoryai/smfs", "name": "smfs", "github_url": "https://github.com/supermemoryai/smfs", "homepage_url": "https://smfs.ai", "language": "Rust", "license": "MIT", "project_kind": "project", "category": [ "rag_framework" ], "tags": [ "ai-agents", "ai-memory", "filesystem", "memory", "rag" ], "description": "A filesystem designed for agents, with SOTA retrieval, automatic memory profiles, sync engine. Drop any file type (pdf, images, videos), and grep through them.", "overview": "Use supermemoryai/smfs when the user needs a rag framework project with docker, cloudflare, serverless deployment options.", "alternatives": [ { "repo": "mem0ai/mem0", "reason": "Same rag framework intent with agent_memory, rag overlap." }, { "repo": "cyberlife-coder/VelesDB", "reason": "Same rag framework intent with agent_memory, rag overlap." }, { "repo": "winstonkoh87/Athena-Public", "reason": "Same rag framework intent with agent_memory, rag overlap." } ], "related": [], "dependencies": [ "Cloudflare Workers", "Vector database", "LLM provider" ], "deployments": [ "docker", "cloudflare", "serverless", "vercel", "local" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "build RAG applications", "connect private data to LLMs", "index documents for retrieval" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"cloudflare workers\" in repository content.", "Matched \"vercel\" in repository content.", "Matched \"serverless\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: filesystem." ] } }, "quality_signals": { "stars": 481, "recent_commits": 0, "contributors": 7, "issue_response_time_hours": null, "release_frequency_180d": 9 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 17, "agent_score": 64, "score": 29, "agent_score_breakdown": { "documentation": 90, "maintenance": 27, "deployment": 100, "popularity": 54, "community": 52 }, "git_top_score": 77, "git_top_score_breakdown": { "community": 90, "maintenance": 30, "documentation": 92, "stability": 85, "adoption": 75, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-26T04:01:20.537Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "summary": { "tl_dr": "Use supermemoryai/smfs when the user needs a rag framework project with docker, cloudflare, serverless deployment options.", "purpose": "Use supermemoryai/smfs when the user needs a rag framework project with docker, cloudflare, serverless deployment options.", "install": "Deploy on Cloudflare Workers using the repository's deployment instructions.", "inputs": [ "documents", "queries", "embedding store" ], "outputs": [ "retrieval results", "grounded answers", "indexes" ], "good_for": [ "build RAG applications", "connect private data to LLMs", "index documents for retrieval", "retrieval augmented generation", "document search", "knowledge grounding" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "simple prompt apps", "tasks without external knowledge" ], "deployment": [ "docker", "cloudflare", "serverless", "vercel", "local" ], "alternatives": [ { "repo": "mem0ai/mem0", "reason": "Same rag framework intent with agent_memory, rag overlap." }, { "repo": "cyberlife-coder/VelesDB", "reason": "Same rag framework intent with agent_memory, rag overlap." }, { "repo": "winstonkoh87/Athena-Public", "reason": "Same rag framework intent with agent_memory, rag overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"cloudflare workers\" in repository content.", "Matched \"vercel\" in repository content.", "Matched \"serverless\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: filesystem." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-26T04:01:20.537Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "observed", "source": "github_metadata", "evidence": [ "project.license" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 3, "inferred": 1, "not_run": 2, "unknown": 0 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim." ] }, "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Maintenance signal is weak; inspect recent commits, releases, and issues." ], "recommendation_reasons": [ "Use supermemoryai/smfs when the user needs a rag framework project with docker, cloudflare, serverless deployment options.", "Use-case match is 40/100 for \"choose projects for RAG Ecosystem\".", "It matches the requested cloudflare deployment target.", "It is classified as rag_framework.", "Ranking signals: community 17/100, maintenance 27/100." ], "ranking_signals": { "use_case_match": 40, "community": 17, "maintenance": 27, "readiness": 60, "license_fit": 0 }, "matched_constraints": { "deployment": "cloudflare", "category": "rag_framework" }, "unmatched_constraints": {}, "confidence_reason": "Low confidence because the recommendation score is 29/100, use-case match is 40/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-26T04:01:20.537Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Maintenance signal is weak; inspect recent commits, releases, and issues." ], "confidence_reason": "Low confidence because the recommendation score is 29/100, use-case match is 40/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "last_verified_at": "2026-09-26T04:01:20.537Z", "reason": "Use supermemoryai/smfs when the user needs a rag framework project with docker, cloudflare, serverless deployment options. Use-case match is 40/100 for \"choose projects for RAG Ecosystem\". It matches the requested cloudflare deployment target. It is classified as rag_framework. Ranking signals: community 17/100, maintenance 27/100.", "reasons": [ "Use supermemoryai/smfs when the user needs a rag framework project with docker, cloudflare, serverless deployment options.", "Use-case match is 40/100 for \"choose projects for RAG Ecosystem\".", "It matches the requested cloudflare deployment target.", "It is classified as rag_framework.", "Ranking signals: community 17/100, maintenance 27/100." ], "decision_summary": "supermemoryai/smfs is an exploration candidate for \"choose projects for RAG Ecosystem\": recommendation score 29/100 with matched constraints, but quality and maturity signals need review.", "fit_profile": { "primary_fit": "Partial use-case overlap for \"choose projects for RAG Ecosystem\"; validate the target workflow.", "deployment_fit": "Matches requested cloudflare deployment.", "maturity": "Early or uneven maturity signal; review maintenance history before adoption.", "agent_readiness": "Agent-readable summary and use cases are available." }, "adoption_plan": [ "Open /projects/supermemoryai/smfs to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/supermemoryai/smfs for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (deployment, category) as the initial acceptance checklist.", "Prototype the cloudflare deployment path before committing to a migration.", "Compare against /alternatives/supermemoryai/smfs before final selection." ], "risk_flags": [ "Low recommendation confidence; use as a discovery lead, not a final choice.", "Maintenance signal is weak; inspect recent commits, releases, and issues." ], "tradeoffs": [ "edge-only Cloudflare Workers deployment without adaptation" ], "next_actions": [ { "label": "Open project knowledge", "href": "/projects/supermemoryai/smfs", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/supermemoryai/smfs", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/supermemoryai/smfs", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/supermemoryai/smfs", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/supermemoryai/smfs", "kind": "compare" } ], "matched_constraints": { "deployment": "cloudflare", "category": "rag_framework" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 40, "community": 17, "maintenance": 27, "readiness": 60, "license_fit": 0 }, "confidence": "low", "project": { "id": "supermemoryai/smfs", "owner": "supermemoryai", "name": "smfs", "full_name": "supermemoryai/smfs", "github_url": "https://github.com/supermemoryai/smfs", "homepage_url": "https://smfs.ai", "description": "A filesystem designed for agents, with SOTA retrieval, automatic memory profiles, sync engine. Drop any file type (pdf, images, videos), and grep through them.", "language": "Rust", "topics": [ "ai-agents", "ai-memory", "filesystem", "memory", "rag" ], "license": "MIT", "stars": 481, "forks": 36, "open_issues": 6, "default_branch": "main", "created_at": "2026-04-14T19:00:51Z", "updated_at": "2026-09-22T18:52:44Z", "pushed_at": "2026-08-18T14:15:28Z", "synced_at": "2026-09-26T04:01:20.537Z" }, "agent_card": { "project_id": "supermemoryai/smfs", "project_kind": "project", "category": "rag_framework", "difficulty": "beginner", "deployment": [ "docker", "cloudflare", "serverless", "vercel", "local" ], "cloudflare_ready": false, "use_cases": [ "build RAG applications", "connect private data to LLMs", "index documents for retrieval" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "alternatives": [ { "project_id": "mem0ai/mem0", "reason": "Same rag framework intent with agent_memory, rag overlap." }, { "project_id": "cyberlife-coder/VelesDB", "reason": "Same rag framework intent with agent_memory, rag overlap." }, { "project_id": "winstonkoh87/Athena-Public", "reason": "Same rag framework intent with agent_memory, rag overlap." } ], "summary_for_agent": "Use supermemoryai/smfs when the user needs a rag framework project with docker, cloudflare, serverless deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" in metadata." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"cloudflare workers\" in repository content.", "Matched \"vercel\" in repository content.", "Matched \"serverless\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: filesystem." ] } }, "schema_version": "v1", "generated_at": "2026-09-26T04:01:20.537Z" }, "metrics": { "project_id": "supermemoryai/smfs", "stars_30d_delta": 8, "commits_30d": 0, "releases_180d": 9, "contributors_90d": 7, "issue_first_response_median_hours": null, "recent_push_days": 38, "git_score": 17, "maintenance_score": 27, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-26T04:01:20.537Z" } }, { "project_id": "lobehub/lobehub-gateway", "repo": "lobehub/lobehub-gateway", "name": "lobehub-gateway", "github_url": "https://github.com/lobehub/lobehub-gateway", "homepage_url": null, "language": "Go", "license": null, "project_kind": "project", "category": [ "rag_framework" ], "tags": [], "description": "Use lobehub/lobehub-gateway when the user needs a rag framework project with docker, cloudflare, serverless deployment options.", "overview": "Use lobehub/lobehub-gateway when the user needs a rag framework project with docker, cloudflare, serverless deployment options.", "alternatives": [ { "repo": "infiniflow/ragflow", "reason": "Same rag framework intent with rag overlap." }, { "repo": "QuantumNous/new-api", "reason": "Same rag framework intent with rag, llm_gateway overlap." }, { "repo": "bytedance/deer-flow", "reason": "Same rag framework intent with rag, llm_gateway overlap." } ], "related": [], "dependencies": [ "Cloudflare Workers", "Vector database" ], "deployments": [ "docker", "cloudflare", "serverless", "kubernetes", "local" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "build RAG applications", "connect private data to LLMs", "index documents for retrieval" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"durable objects\" in repository content.", "Matched \"kubernetes\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers, durable objects.", "Runtime blocker: postgres." ] } }, "quality_signals": { "stars": 27, "recent_commits": 1, "contributors": 2, "issue_response_time_hours": null, "release_frequency_180d": 8 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 15, "agent_score": 60, "score": 29, "agent_score_breakdown": { "documentation": 90, "maintenance": 32, "deployment": 100, "popularity": 29, "community": 47 }, "git_top_score": 71, "git_top_score_breakdown": { "community": 62, "maintenance": 35, "documentation": 92, "stability": 100, "adoption": 45, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-26T06:01:10.893Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "unknown", "source": "github_metadata", "evidence": [ "project.license is null" ] }, "documentation": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.summary_for_agent" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 1, "inferred": 2, "not_run": 2, "unknown": 1 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Fill missing GitHub metadata and re-sync the project." ] }, "summary": { "tl_dr": "Use lobehub/lobehub-gateway when the user needs a rag framework project with docker, cloudflare, serverless deployment options.", "purpose": "Use lobehub/lobehub-gateway when the user needs a rag framework project with docker, cloudflare, serverless deployment options.", "install": "Deploy on Cloudflare Workers using the repository's deployment instructions.", "inputs": [ "documents", "queries", "embedding store" ], "outputs": [ "retrieval results", "grounded answers", "indexes" ], "good_for": [ "build RAG applications", "connect private data to LLMs", "index documents for retrieval", "retrieval augmented generation", "document search", "knowledge grounding" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "simple prompt apps", "tasks without external knowledge" ], "deployment": [ "docker", "cloudflare", "serverless", "kubernetes", "local" ], "alternatives": [ { "repo": "infiniflow/ragflow", "reason": "Same rag framework intent with rag overlap." }, { "repo": "QuantumNous/new-api", "reason": "Same rag framework intent with rag, llm_gateway overlap." }, { "repo": "bytedance/deer-flow", "reason": "Same rag framework intent with rag, llm_gateway overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"durable objects\" in repository content.", "Matched \"kubernetes\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers, durable objects.", "Runtime blocker: postgres." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-26T06:01:10.893Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "unknown", "source": "github_metadata", "evidence": [ "project.license is null" ] }, "documentation": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.summary_for_agent" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 1, "inferred": 2, "not_run": 2, "unknown": 1 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Fill missing GitHub metadata and re-sync the project." ] }, "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Maintenance signal is weak; inspect recent commits, releases, and issues." ], "recommendation_reasons": [ "Use lobehub/lobehub-gateway when the user needs a rag framework project with docker, cloudflare, serverless deployment options.", "Use-case match is 40/100 for \"choose projects for RAG Ecosystem\".", "It matches the requested cloudflare deployment target.", "It is classified as rag_framework.", "Ranking signals: community 15/100, maintenance 32/100." ], "ranking_signals": { "use_case_match": 40, "community": 15, "maintenance": 32, "readiness": 60, "license_fit": 0 }, "matched_constraints": { "deployment": "cloudflare", "category": "rag_framework" }, "unmatched_constraints": {}, "confidence_reason": "Low confidence because the recommendation score is 29/100, use-case match is 40/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-26T06:01:10.893Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Maintenance signal is weak; inspect recent commits, releases, and issues." ], "confidence_reason": "Low confidence because the recommendation score is 29/100, use-case match is 40/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "last_verified_at": "2026-09-26T06:01:10.893Z", "reason": "Use lobehub/lobehub-gateway when the user needs a rag framework project with docker, cloudflare, serverless deployment options. Use-case match is 40/100 for \"choose projects for RAG Ecosystem\". It matches the requested cloudflare deployment target. It is classified as rag_framework. Ranking signals: community 15/100, maintenance 32/100.", "reasons": [ "Use lobehub/lobehub-gateway when the user needs a rag framework project with docker, cloudflare, serverless deployment options.", "Use-case match is 40/100 for \"choose projects for RAG Ecosystem\".", "It matches the requested cloudflare deployment target.", "It is classified as rag_framework.", "Ranking signals: community 15/100, maintenance 32/100." ], "decision_summary": "lobehub/lobehub-gateway is an exploration candidate for \"choose projects for RAG Ecosystem\": recommendation score 29/100 with matched constraints, but quality and maturity signals need review.", "fit_profile": { "primary_fit": "Partial use-case overlap for \"choose projects for RAG Ecosystem\"; validate the target workflow.", "deployment_fit": "Matches requested cloudflare deployment.", "maturity": "Early or uneven maturity signal; review maintenance history before adoption.", "agent_readiness": "Agent-readable summary and use cases are available." }, "adoption_plan": [ "Open /projects/lobehub/lobehub-gateway to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/lobehub/lobehub-gateway for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (deployment, category) as the initial acceptance checklist.", "Prototype the cloudflare deployment path before committing to a migration.", "Compare against /alternatives/lobehub/lobehub-gateway before final selection." ], "risk_flags": [ "Low recommendation confidence; use as a discovery lead, not a final choice.", "Maintenance signal is weak; inspect recent commits, releases, and issues." ], "tradeoffs": [ "edge-only Cloudflare Workers deployment without adaptation" ], "next_actions": [ { "label": "Open project knowledge", "href": "/projects/lobehub/lobehub-gateway", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/lobehub/lobehub-gateway", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/lobehub/lobehub-gateway", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/lobehub/lobehub-gateway", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/lobehub/lobehub-gateway", "kind": "compare" } ], "matched_constraints": { "deployment": "cloudflare", "category": "rag_framework" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 40, "community": 15, "maintenance": 32, "readiness": 60, "license_fit": 0 }, "confidence": "low", "project": { "id": "lobehub/lobehub-gateway", "owner": "lobehub", "name": "lobehub-gateway", "full_name": "lobehub/lobehub-gateway", "github_url": "https://github.com/lobehub/lobehub-gateway", "homepage_url": null, "description": null, "language": "Go", "topics": [], "license": null, "stars": 27, "forks": 24, "open_issues": 1, "default_branch": "master", "created_at": "2026-05-14T15:17:38Z", "updated_at": "2026-09-22T13:35:48Z", "pushed_at": "2026-09-22T12:36:13Z", "synced_at": "2026-09-26T06:01:10.893Z" }, "agent_card": { "project_id": "lobehub/lobehub-gateway", "project_kind": "project", "category": "rag_framework", "difficulty": "beginner", "deployment": [ "docker", "cloudflare", "serverless", "kubernetes", "local" ], "cloudflare_ready": false, "use_cases": [ "build RAG applications", "connect private data to LLMs", "index documents for retrieval" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation" ], "alternatives": [ { "project_id": "infiniflow/ragflow", "reason": "Same rag framework intent with rag overlap." }, { "project_id": "QuantumNous/new-api", "reason": "Same rag framework intent with rag, llm_gateway overlap." }, { "project_id": "bytedance/deer-flow", "reason": "Same rag framework intent with rag, llm_gateway overlap." } ], "summary_for_agent": "Use lobehub/lobehub-gateway when the user needs a rag framework project with docker, cloudflare, serverless deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Matched \"cloudflare workers\" in repository content.", "Matched \"durable objects\" in repository content.", "Matched \"kubernetes\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers, durable objects.", "Runtime blocker: postgres." ] } }, "schema_version": "v1", "generated_at": "2026-09-26T06:01:10.893Z" }, "metrics": { "project_id": "lobehub/lobehub-gateway", "stars_30d_delta": 6, "commits_30d": 1, "releases_180d": 8, "contributors_90d": 2, "issue_first_response_median_hours": null, "recent_push_days": 3, "git_score": 15, "maintenance_score": 32, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 33, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-26T06:01:10.893Z" } }, { "project_id": "supermemoryai/opensearch-ai", "repo": "supermemoryai/opensearch-ai", "name": "opensearch-ai", "github_url": "https://github.com/supermemoryai/opensearch-ai", "homepage_url": "https://opensearch.supermemory.ai", "language": "TypeScript", "license": null, "project_kind": "project", "category": [ "rag_framework" ], "tags": [], "description": "SearchGPT / Perplexity clone, but personalised for you.", "overview": "Use supermemoryai/opensearch-ai when the user needs a rag framework project with cloudflare, serverless, vercel deployment options. It is marked Cloudflare-ready.", "alternatives": [ { "repo": "mem0ai/mem0", "reason": "Same rag framework intent with agent_memory, rag overlap." }, { "repo": "supermemoryai/smfs", "reason": "Same rag framework intent with agent_memory, rag overlap." }, { "repo": "microsoft/kernel-memory", "reason": "Same rag framework intent with agent_memory, rag overlap." } ], "related": [], "dependencies": [ "Cloudflare Workers", "Vector database" ], "deployments": [ "cloudflare", "serverless", "vercel", "local" ], "difficulty": "beginner", "cloudflare_ready": true, "use_cases": [ "build RAG applications", "connect private data to LLMs", "index documents for retrieval" ], "not_good_for": [], "classification": { "category": { "confidence": "high", "evidence": [ "Manual quality burn-down override for supermemoryai/opensearch-ai." ] }, "deployment": { "confidence": "high", "evidence": [ "Found wrangler.toml.", "Matched \"vercel\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: wrangler.toml.", "Runtime blocker: none detected." ] } }, "quality_signals": { "stars": 1330, "recent_commits": 0, "contributors": 8, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 6, "agent_score": 61, "score": 22, "agent_score_breakdown": { "documentation": 90, "maintenance": 8, "deployment": 100, "popularity": 62, "community": 53 }, "git_top_score": 69, "git_top_score_breakdown": { "community": 97, "maintenance": 5, "documentation": 92, "stability": 55, "adoption": 92, "agent_readability": 90 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-26T01:01:07.103Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "unknown", "source": "github_metadata", "evidence": [ "project.license is null" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 2, "inferred": 1, "not_run": 2, "unknown": 1 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Fill missing GitHub metadata and re-sync the project." ] }, "summary": { "tl_dr": "Use supermemoryai/opensearch-ai when the user needs a rag framework project with cloudflare, serverless, vercel deployment options.", "purpose": "Use supermemoryai/opensearch-ai when the user needs a rag framework project with cloudflare, serverless, vercel deployment options. It is marked Cloudflare-ready.", "install": "Deploy on Cloudflare Workers using the repository's deployment instructions.", "inputs": [ "documents", "queries", "embedding store" ], "outputs": [ "retrieval results", "grounded answers", "indexes" ], "good_for": [ "build RAG applications", "connect private data to LLMs", "index documents for retrieval", "retrieval augmented generation", "document search", "knowledge grounding" ], "not_good_for": [ "simple prompt apps", "tasks without external knowledge" ], "deployment": [ "cloudflare", "serverless", "vercel", "local" ], "alternatives": [ { "repo": "mem0ai/mem0", "reason": "Same rag framework intent with agent_memory, rag overlap." }, { "repo": "supermemoryai/smfs", "reason": "Same rag framework intent with agent_memory, rag overlap." }, { "repo": "microsoft/kernel-memory", "reason": "Same rag framework intent with agent_memory, rag overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "high", "evidence": [ "Manual quality burn-down override for supermemoryai/opensearch-ai." ] }, "deployment": { "confidence": "high", "evidence": [ "Found wrangler.toml.", "Matched \"vercel\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: wrangler.toml.", "Runtime blocker: none detected." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-26T01:01:07.103Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "unknown", "source": "github_metadata", "evidence": [ "project.license is null" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 2, "inferred": 1, "not_run": 2, "unknown": 1 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Fill missing GitHub metadata and re-sync the project." ] }, "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "caveats": [ "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Maintenance signal is weak; inspect recent commits, releases, and issues." ], "recommendation_reasons": [ "Use supermemoryai/opensearch-ai when the user needs a rag framework project with cloudflare, serverless, vercel deployment options. It is marked Cloudflare-ready.", "Use-case match is 40/100 for \"choose projects for RAG Ecosystem\".", "It matches the requested cloudflare deployment target.", "It is classified as rag_framework.", "Ranking signals: community 6/100, maintenance 8/100." ], "ranking_signals": { "use_case_match": 40, "community": 6, "maintenance": 8, "readiness": 60, "license_fit": 0 }, "matched_constraints": { "deployment": "cloudflare", "category": "rag_framework" }, "unmatched_constraints": {}, "confidence_reason": "Low confidence because the recommendation score is 22/100, use-case match is 40/100, or constraints are weakly matched; Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "last_verified_at": "2026-09-26T01:01:07.103Z" }, "caveats": [ "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Maintenance signal is weak; inspect recent commits, releases, and issues." ], "confidence_reason": "Low confidence because the recommendation score is 22/100, use-case match is 40/100, or constraints are weakly matched; Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.", "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "last_verified_at": "2026-09-26T01:01:07.103Z", "reason": "Use supermemoryai/opensearch-ai when the user needs a rag framework project with cloudflare, serverless, vercel deployment options. It is marked Cloudflare-ready. Use-case match is 40/100 for \"choose projects for RAG Ecosystem\". It matches the requested cloudflare deployment target. It is classified as rag_framework. Ranking signals: community 6/100, maintenance 8/100.", "reasons": [ "Use supermemoryai/opensearch-ai when the user needs a rag framework project with cloudflare, serverless, vercel deployment options. It is marked Cloudflare-ready.", "Use-case match is 40/100 for \"choose projects for RAG Ecosystem\".", "It matches the requested cloudflare deployment target.", "It is classified as rag_framework.", "Ranking signals: community 6/100, maintenance 8/100." ], "decision_summary": "supermemoryai/opensearch-ai is an exploration candidate for \"choose projects for RAG Ecosystem\": recommendation score 22/100 with matched constraints, but quality and maturity signals need review.", "fit_profile": { "primary_fit": "Partial use-case overlap for \"choose projects for RAG Ecosystem\"; validate the target workflow.", "deployment_fit": "Matches requested cloudflare deployment.", "maturity": "Early or uneven maturity signal; review maintenance history before adoption.", "agent_readiness": "Agent-readable summary and use cases are available." }, "adoption_plan": [ "Open /projects/supermemoryai/opensearch-ai to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/supermemoryai/opensearch-ai for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (deployment, category) as the initial acceptance checklist.", "Prototype the cloudflare deployment path before committing to a migration.", "Compare against /alternatives/supermemoryai/opensearch-ai before final selection." ], "risk_flags": [ "Low recommendation confidence; use as a discovery lead, not a final choice.", "Maintenance signal is weak; inspect recent commits, releases, and issues." ], "tradeoffs": [], "next_actions": [ { "label": "Open project knowledge", "href": "/projects/supermemoryai/opensearch-ai", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/supermemoryai/opensearch-ai", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/supermemoryai/opensearch-ai", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/supermemoryai/opensearch-ai", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/supermemoryai/opensearch-ai", "kind": "compare" } ], "matched_constraints": { "deployment": "cloudflare", "category": "rag_framework" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 40, "community": 6, "maintenance": 8, "readiness": 60, "license_fit": 0 }, "confidence": "low", "project": { "id": "supermemoryai/opensearch-ai", "owner": "supermemoryai", "name": "opensearch-ai", "full_name": "supermemoryai/opensearch-ai", "github_url": "https://github.com/supermemoryai/opensearch-ai", "homepage_url": "https://opensearch.supermemory.ai", "description": "SearchGPT / Perplexity clone, but personalised for you.", "language": "TypeScript", "topics": [], "license": null, "stars": 1330, "forks": 198, "open_issues": 1, "default_branch": "main", "created_at": "2024-07-31T01:50:05Z", "updated_at": "2026-09-21T12:12:34Z", "pushed_at": "2025-07-08T07:24:20Z", "synced_at": "2026-09-26T01:01:07.103Z" }, "agent_card": { "project_id": "supermemoryai/opensearch-ai", "project_kind": "project", "category": "rag_framework", "difficulty": "beginner", "deployment": [ "cloudflare", "serverless", "vercel", "local" ], "cloudflare_ready": true, "use_cases": [ "build RAG applications", "connect private data to LLMs", "index documents for retrieval" ], "not_good_for": [], "alternatives": [ { "project_id": "mem0ai/mem0", "reason": "Same rag framework intent with agent_memory, rag overlap." }, { "project_id": "supermemoryai/smfs", "reason": "Same rag framework intent with agent_memory, rag overlap." }, { "project_id": "microsoft/kernel-memory", "reason": "Same rag framework intent with agent_memory, rag overlap." } ], "summary_for_agent": "Use supermemoryai/opensearch-ai when the user needs a rag framework project with cloudflare, serverless, vercel deployment options. It is marked Cloudflare-ready.", "classification": { "category": { "confidence": "high", "evidence": [ "Manual quality burn-down override for supermemoryai/opensearch-ai." ] }, "deployment": { "confidence": "high", "evidence": [ "Found wrangler.toml.", "Matched \"vercel\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: wrangler.toml.", "Runtime blocker: none detected." ] } }, "schema_version": "v1", "generated_at": "2026-09-26T01:01:07.103Z" }, "metrics": { "project_id": "supermemoryai/opensearch-ai", "stars_30d_delta": 1, "commits_30d": 0, "releases_180d": 0, "contributors_90d": 8, "issue_first_response_median_hours": null, "recent_push_days": 444, "git_score": 6, "maintenance_score": 8, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 31, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-26T01:01:07.103Z" } }, { "project_id": "MrFadiAi/free-llm-gateway", "repo": "MrFadiAi/free-llm-gateway", "name": "free-llm-gateway", "github_url": "https://github.com/MrFadiAi/free-llm-gateway", "homepage_url": null, "language": "Python", "license": null, "project_kind": "project", "category": [ "rag_framework" ], "tags": [], "description": "Unified OpenAI-compatible API gateway aggregating 14+ free LLM providers with automatic fallback routing, rate limit tracking, and web dashboard", "overview": "Use MrFadiAi/free-llm-gateway when the user needs a rag framework project with docker, cloudflare, serverless deployment options.", "alternatives": [ { "repo": "bytedance/deer-flow", "reason": "Same rag framework intent with rag, llm_gateway overlap." }, { "repo": "llm-d/llm-d", "reason": "Same rag framework intent with rag, llm_gateway overlap." }, { "repo": "mozilla-ai/otari", "reason": "Same rag framework intent with rag, llm_gateway overlap." } ], "related": [], "dependencies": [ "Cloudflare Workers", "Vector database", "LLM provider" ], "deployments": [ "docker", "cloudflare", "serverless", "library_only", "local" ], "difficulty": "beginner", "cloudflare_ready": false, "use_cases": [ "build RAG applications", "connect private data to LLMs", "index documents for retrieval" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"cloudflare workers\" in repository content.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: python, gpu." ] } }, "quality_signals": { "stars": 210, "recent_commits": 0, "contributors": 1, "issue_response_time_hours": null, "release_frequency_180d": 0 }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "quality_score": 5, "agent_score": 57, "score": 21, "agent_score_breakdown": { "documentation": 90, "maintenance": 6, "deployment": 100, "popularity": 46, "community": 46 }, "git_top_score": 62, "git_top_score_breakdown": { "community": 68, "maintenance": 4, "documentation": 92, "stability": 55, "adoption": 66, "agent_readability": 100 }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-21T12:01:06.531Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "unknown", "source": "github_metadata", "evidence": [ "project.license is null" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 2, "inferred": 1, "not_run": 2, "unknown": 1 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Fill missing GitHub metadata and re-sync the project." ] }, "summary": { "tl_dr": "Use MrFadiAi/free-llm-gateway when the user needs a rag framework project with docker, cloudflare, serverless deployment options.", "purpose": "Use MrFadiAi/free-llm-gateway when the user needs a rag framework project with docker, cloudflare, serverless deployment options.", "install": "Deploy on Cloudflare Workers using the repository's deployment instructions.", "inputs": [ "documents", "queries", "embedding store" ], "outputs": [ "retrieval results", "grounded answers", "indexes" ], "good_for": [ "build RAG applications", "connect private data to LLMs", "index documents for retrieval", "retrieval augmented generation", "document search", "knowledge grounding" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product", "simple prompt apps", "tasks without external knowledge" ], "deployment": [ "docker", "cloudflare", "serverless", "library_only", "local" ], "alternatives": [ { "repo": "bytedance/deer-flow", "reason": "Same rag framework intent with rag, llm_gateway overlap." }, { "repo": "llm-d/llm-d", "reason": "Same rag framework intent with rag, llm_gateway overlap." }, { "repo": "mozilla-ai/otari", "reason": "Same rag framework intent with rag, llm_gateway overlap." } ] }, "evidence": { "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"cloudflare workers\" in repository content.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: python, gpu." ] } }, "quality_signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "verification": { "schema_version": "git-top.verification.v1", "overall_status": "partial", "observed_at": "2026-09-21T12:01:06.531Z", "signals": { "activity": { "status": "observed", "source": "github_metadata", "evidence": [ "project.pushed_at", "metrics.recent_push_days" ] }, "license": { "status": "unknown", "source": "github_metadata", "evidence": [ "project.license is null" ] }, "documentation": { "status": "observed", "source": "github_metadata", "evidence": [ "project.description" ] }, "runtime": { "status": "inferred", "source": "git_top_heuristic", "evidence": [ "agent_card.deployment", "agent_card.cloudflare_ready" ] }, "install": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "installation/build probe is not enabled" ] }, "security": { "status": "not_run", "source": "git_top_runtime", "evidence": [ "dependency/security scan is not enabled" ] }, "mcp": { "status": "not_applicable", "source": "git_top_runtime", "evidence": [ "project is not classified as mcp_server" ] } }, "coverage": { "observed": 2, "inferred": 1, "not_run": 2, "unknown": 1 }, "next_steps": [ "Run an installation/build probe before production adoption.", "Run a dependency and security scan before treating the score as a trust claim.", "Fill missing GitHub metadata and re-sync the project." ] }, "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Maintenance signal is weak; inspect recent commits, releases, and issues.", "users expecting a complete hosted product" ], "recommendation_reasons": [ "Use MrFadiAi/free-llm-gateway when the user needs a rag framework project with docker, cloudflare, serverless deployment options.", "Use-case match is 40/100 for \"choose projects for RAG Ecosystem\".", "It matches the requested cloudflare deployment target.", "It is classified as rag_framework.", "Ranking signals: community 5/100, maintenance 6/100." ], "ranking_signals": { "use_case_match": 40, "community": 5, "maintenance": 6, "readiness": 60, "license_fit": 0 }, "matched_constraints": { "deployment": "cloudflare", "category": "rag_framework" }, "unmatched_constraints": {}, "confidence_reason": "Low confidence because the recommendation score is 21/100, use-case match is 40/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "last_verified_at": "2026-09-21T12:01:06.531Z" }, "caveats": [ "edge-only Cloudflare Workers deployment without adaptation", "Independent installation, security, or runtime probes have not been run for this project.", "Low recommendation confidence; use as a discovery lead, not a final choice.", "Maintenance signal is weak; inspect recent commits, releases, and issues.", "users expecting a complete hosted product" ], "confidence_reason": "Low confidence because the recommendation score is 21/100, use-case match is 40/100, or constraints are weakly matched; Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.", "source_fields": [ "agent_card.classification", "agent_card.deployment", "agent_card.summary_for_agent", "agent_card.use_cases", "metrics", "project.description", "project.language", "project.license", "project.topics", "recommendation.constraints", "recommendation.query", "recommendation.ranking_signals", "verification.signals" ], "last_verified_at": "2026-09-21T12:01:06.531Z", "reason": "Use MrFadiAi/free-llm-gateway when the user needs a rag framework project with docker, cloudflare, serverless deployment options. Use-case match is 40/100 for \"choose projects for RAG Ecosystem\". It matches the requested cloudflare deployment target. It is classified as rag_framework. Ranking signals: community 5/100, maintenance 6/100.", "reasons": [ "Use MrFadiAi/free-llm-gateway when the user needs a rag framework project with docker, cloudflare, serverless deployment options.", "Use-case match is 40/100 for \"choose projects for RAG Ecosystem\".", "It matches the requested cloudflare deployment target.", "It is classified as rag_framework.", "Ranking signals: community 5/100, maintenance 6/100." ], "decision_summary": "MrFadiAi/free-llm-gateway is an exploration candidate for \"choose projects for RAG Ecosystem\": recommendation score 21/100 with matched constraints, but quality and maturity signals need review.", "fit_profile": { "primary_fit": "Partial use-case overlap for \"choose projects for RAG Ecosystem\"; validate the target workflow.", "deployment_fit": "Matches requested cloudflare deployment.", "maturity": "Early or uneven maturity signal; review maintenance history before adoption.", "agent_readiness": "Agent-readable summary and use cases are available." }, "adoption_plan": [ "Open /projects/MrFadiAi/free-llm-gateway to verify license, language, classification evidence, and quality signal confidence.", "Inspect /graph/MrFadiAi/free-llm-gateway for dependencies, related projects, deployment targets, and alternatives.", "Use the matched constraints (deployment, category) as the initial acceptance checklist.", "Prototype the cloudflare deployment path before committing to a migration.", "Compare against /alternatives/MrFadiAi/free-llm-gateway before final selection." ], "risk_flags": [ "Low recommendation confidence; use as a discovery lead, not a final choice.", "Maintenance signal is weak; inspect recent commits, releases, and issues." ], "tradeoffs": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "next_actions": [ { "label": "Open project knowledge", "href": "/projects/MrFadiAi/free-llm-gateway", "kind": "project" }, { "label": "Inspect graph", "href": "/graph/MrFadiAi/free-llm-gateway", "kind": "graph" }, { "label": "Find alternatives", "href": "/alternatives/MrFadiAi/free-llm-gateway", "kind": "alternatives" }, { "label": "Explain score", "href": "/score/MrFadiAi/free-llm-gateway", "kind": "score" }, { "label": "Compare shortlist", "href": "/compare/MrFadiAi/free-llm-gateway", "kind": "compare" } ], "matched_constraints": { "deployment": "cloudflare", "category": "rag_framework" }, "unmatched_constraints": {}, "ranking_signals": { "use_case_match": 40, "community": 5, "maintenance": 6, "readiness": 60, "license_fit": 0 }, "confidence": "low", "project": { "id": "MrFadiAi/free-llm-gateway", "owner": "MrFadiAi", "name": "free-llm-gateway", "full_name": "MrFadiAi/free-llm-gateway", "github_url": "https://github.com/MrFadiAi/free-llm-gateway", "homepage_url": null, "description": "Unified OpenAI-compatible API gateway aggregating 14+ free LLM providers with automatic fallback routing, rate limit tracking, and web dashboard", "language": "Python", "topics": [], "license": null, "stars": 210, "forks": 30, "open_issues": 2, "default_branch": "master", "created_at": "2026-04-24T00:14:38Z", "updated_at": "2026-09-21T08:17:19Z", "pushed_at": "2026-05-24T21:49:21Z", "synced_at": "2026-09-21T12:01:06.531Z" }, "agent_card": { "project_id": "MrFadiAi/free-llm-gateway", "project_kind": "project", "category": "rag_framework", "difficulty": "beginner", "deployment": [ "docker", "cloudflare", "serverless", "library_only", "local" ], "cloudflare_ready": false, "use_cases": [ "build RAG applications", "connect private data to LLMs", "index documents for retrieval" ], "not_good_for": [ "edge-only Cloudflare Workers deployment without adaptation", "users expecting a complete hosted product" ], "alternatives": [ { "project_id": "bytedance/deer-flow", "reason": "Same rag framework intent with rag, llm_gateway overlap." }, { "project_id": "llm-d/llm-d", "reason": "Same rag framework intent with rag, llm_gateway overlap." }, { "project_id": "mozilla-ai/otari", "reason": "Same rag framework intent with rag, llm_gateway overlap." } ], "summary_for_agent": "Use MrFadiAi/free-llm-gateway when the user needs a rag framework project with docker, cloudflare, serverless deployment options.", "classification": { "category": { "confidence": "medium", "evidence": [ "Matched \"rag\" in repository content." ] }, "deployment": { "confidence": "high", "evidence": [ "Found Docker configuration file.", "Matched \"cloudflare workers\" in repository content.", "Matched \"pip install\" in repository content.", "Local usage is assumed for open source repositories unless contradicted." ] }, "difficulty": { "confidence": "medium", "evidence": [ "Cloudflare deployment path suggests a guided serverless setup." ] }, "cloudflare_ready": { "confidence": "high", "evidence": [ "Cloudflare signal: cloudflare workers.", "Runtime blocker: python, gpu." ] } }, "schema_version": "v1", "generated_at": "2026-09-21T12:01:06.531Z" }, "metrics": { "project_id": "MrFadiAi/free-llm-gateway", "stars_30d_delta": 42, "commits_30d": 0, "releases_180d": 0, "contributors_90d": 1, "issue_first_response_median_hours": null, "recent_push_days": 119, "git_score": 5, "maintenance_score": 6, "signal_confidence": { "stars_30d_delta": "snapshot", "stars30d_window_days": 34, "commits_30d": "complete", "releases_180d": "complete", "contributors_90d": "complete" }, "calculated_at": "2026-09-21T12:01:06.531Z" } } ], "metadata": { "source": "d1", "reason": "d1_query", "project_count": 1213, "generated_at": "2026-09-26T16:53:27.297Z", "snapshot_id": "d1:1213:2026-09-26T16:31:17.417Z", "latest_synced_at": "2026-09-26T16:31:17.417Z", "schema_version": "git-top.knowledge.v1", "loaded_project_limit": 2000, "truncated": false } }